Predictable exploration
Search, filters, and deterministic pagination make a large dataset navigable without unexplained result reordering.
The nutrition score is an experimental, unvalidated heuristic. DataNutri is an informational tool, not medical advice.
Public data product
Explore foods and compare nutrients without losing source context.
Visit project
Available evidence
Context
Nutrition datasets are extensive, full of missing values, and difficult to compare. The challenge was to enable fast investigation without turning absence into zero, oversimplifying the source, or presenting an experimental metric as clinical truth.
The solution provides search, filters, and deterministic pagination; server-rendered food pages; nutrient comparison; similarity ranking; portion calculations; and CSV export. The application queries a read-only replica and keeps the original data accessible.
The delivery
Search, filters, and deterministic pagination make a large dataset navigable without unexplained result reordering.
Foods can be compared by nutrients, portion, and similarity, with missing values and zero treated as different states.
Users adjust portion size, recalculate values, and export relevant slices to CSV.
The USDA origin remains explicit and the experimental score is shown with clear limits and no clinical claim.
Inside the product





Technology